Here's why:
* "Children" is the noun we want to show possession of.
* "The" is the definite article modifying the noun.
* We add "'s" to the end of the plural noun "children" to indicate that the memory book belongs to all of the children.
Therefore, the complete possessive phrase is "the children's".